{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f9248404-2178-4967-9cf9-56b357cac9dc",
   "metadata": {},
   "source": [
    "Chapter 10\n",
    "\n",
    "# 一次和二次判别分析\n",
    "Book_7《机器学习》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "415ea9c6-4ae2-4a0e-8653-cca77ea02452",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from matplotlib.colors import ListedColormap\n",
    "from sklearn import datasets\n",
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
    "from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "589852f7-706c-4c50-b699-48c7f12ca84e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_results(X,y,y_predict,xx1,xx2,Fig_title):\n",
    "# visualization\n",
    "\n",
    "    # Create color maps\n",
    "    rgb = [[255, 238, 255],  # red\n",
    "           [219, 238, 244],  # blue\n",
    "           [228, 228, 228]]  # black\n",
    "    rgb = np.array(rgb)/255.\n",
    "    \n",
    "    cmap_light = ListedColormap(rgb)\n",
    "    cmap_bold = [[255, 51, 0], [0, 153, 255],[138,138,138]]\n",
    "    cmap_bold = np.array(cmap_bold)/255.\n",
    "    \n",
    "    fig, ax = plt.subplots()\n",
    "    \n",
    "    # plot decision regions\n",
    "    plt.contourf(xx1, xx2, y_predict, cmap=cmap_light)\n",
    "    \n",
    "    # plot decision boundaries\n",
    "    plt.contour(xx1, xx2, y_predict, levels=[0,1,2], colors=np.array([0, 68, 138])/255.)\n",
    "    \n",
    "    # Plot data points\n",
    "    sns.scatterplot(x=X[:, 0], y=X[:, 1], hue=iris.target_names[y],\n",
    "                    palette=cmap_bold, alpha=1.0, \n",
    "                    linewidth = 1, edgecolor=[1,1,1])\n",
    "    \n",
    "    # Figure decorations\n",
    "    plt.xlim(xx1.min(), xx1.max())\n",
    "    plt.ylim(xx2.min(), xx2.max())\n",
    "    plt.title(Fig_title)\n",
    "    plt.xlabel(iris.feature_names[0])\n",
    "    plt.ylabel(iris.feature_names[1])\n",
    "    ax.grid(linestyle='--', linewidth=0.25, color=[0.5,0.5,0.5])\n",
    "    plt.tight_layout()\n",
    "    plt.axis('equal')\n",
    "    plt.show()\n",
    "  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bbe39517-5678-448e-a104-4f457ceed681",
   "metadata": {},
   "outputs": [],
   "source": [
    "  \n",
    "# import the iris data\n",
    "iris = datasets.load_iris()\n",
    "\n",
    "# Only use the first two features: sepal length, sepal width\n",
    "X = iris.data[:, 0:2]\n",
    "y = iris.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bc5d9f61-81e0-4fca-91cb-d05842511553",
   "metadata": {},
   "outputs": [],
   "source": [
    "# generate mesh\n",
    "h = .02  # step size in the mesh\n",
    "x1_min, x1_max = X[:, 0].min() - 0.2, X[:, 0].max() + 0.2\n",
    "x2_min, x2_max = X[:, 1].min() - 0.2, X[:, 1].max() + 0.2\n",
    "xx1, xx2 = np.meshgrid(np.arange(x1_min, x1_max, h),np.arange(x2_min, x2_max, h))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "18227543-80f7-4b7b-83a3-a12b4e446e80",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Linear Discriminant Analysis, LDA\n",
    "lda = LinearDiscriminantAnalysis()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7b823119-1a1b-4f0c-af3b-05a9fbb5098d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Quadratic Discriminant Analysis, QDA\n",
    "qda = QuadraticDiscriminantAnalysis();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "913a065d-64b2-4c3f-8223-8e3cb3d3962f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fit the data\n",
    "lda.fit(X, y)\n",
    "qda.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e1078f69-ba9a-4834-b8fe-6909d2c55ad8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# query points\n",
    "q = np.c_[xx1.ravel(), xx2.ravel()];"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e5a4414d-1a75-41e6-b8b3-8db19f3c93c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Predict; query points are the meshgrid points\n",
    "y_predict_LDA = lda.predict(q)\n",
    "y_predict_LDA = y_predict_LDA.reshape(xx1.shape)\n",
    "Fig_title = 'Linear Discriminant Analysis'\n",
    "plot_results(X,y,y_predict_LDA,xx1,xx2,Fig_title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "02a8fffe-3c98-48cf-9776-8c5e695afaca",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\seaborn\\_oldcore.py:200: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if palette in QUAL_PALETTES:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\seaborn\\_oldcore.py:200: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if palette in QUAL_PALETTES:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_predict_QDA = qda.predict(q)\n",
    "y_predict_QDA = y_predict_QDA.reshape(xx1.shape)\n",
    "Fig_title = 'Quadratic Discriminant Analysis'\n",
    "plot_results(X,y,y_predict_QDA,xx1,xx2,Fig_title)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
